sun1638650145
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发布强化学习模型到Hugging Face Hub.
Browse files- README.md +62 -0
- hyperparameters.json +1 -0
- logs/events.out.tfevents.1660272473.sunruiqideMacBook-Pro-2020.local.37073.0 +3 -0
- model.pt +3 -0
- replay.mp4 +0 -0
README.md
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---
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tag:
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- LunarLander-v2
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- ppo
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- deep-reinforcement-learning
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- reinforcement-learning
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- custom-implementation
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- deep-rl-class
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model-index:
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- name: PPO
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results:
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- metrics:
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- type: mean_reward
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value: -121.77 +/- 30.58
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name: mean_reward
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task:
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type: reinforcement-learning
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name: reinforcement-learning
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dataset:
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name: LunarLander-v2
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type: LunarLander-v2
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---
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# 使用PPO智能体来玩 LunarLander-v2
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这是一个使用PPO训练有素的模型玩 LunarLander-v2.
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要学习编写你自己的PPO智能体并训练它,
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请查阅深度强化学习课程第8单元: https://github.com/huggingface/deep-rl-class/tree/main/unit8
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# 超参数
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```python
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{'exp_name': 'ppo'
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'seed': 1
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'torch_deterministic': True
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'cuda': True
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'track': False
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'wandb_project_name': 'cleanRL'
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'wandb_entity': None
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'capture_video': False
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'env_id': 'LunarLander-v2'
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'total_timesteps': 50000
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'learning_rate': 0.00025
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'num_envs': 4
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'num_steps': 128
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'anneal_lr': True
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'gae': True
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'gamma': 0.99
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'gae_lambda': 0.95
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'num_minibatches': 4
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'update_epochs': 4
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'norm_adv': True
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'clip_coef': 0.2
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'clip_vloss': True
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'ent_coef': 0.01
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'vf_coef': 0.5
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'max_grad_norm': 0.5
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'target_kl': None
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'repo_id': 'sun1638650145/PyTorch-PPO-LunarLander-v2'
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'batch_size': 512
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'minibatch_size': 128}
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```
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hyperparameters.json
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{"env_id": "LunarLander-v2", "mean_reward": -121.77415005450985, "std_reward": 30.583650538281326, "n_evaluation_episodes": 10, "eval_datetime": "2022-08-12T10:48:22.717841"}
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logs/events.out.tfevents.1660272473.sunruiqideMacBook-Pro-2020.local.37073.0
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version https://git-lfs.github.com/spec/v1
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oid sha256:bce4e19a80851316e74b2fc987db898f1891021ec60ce3bb75cb6fc3ee9d5687
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size 111642
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model.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:6127d2d7475300d0900eda3d3b930b772c6c758e4f3b663c7ca2c17e27a9667c
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size 42689
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replay.mp4
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Binary file (53 kB). View file
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